{
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "scrolled": false
   },
   "source": [
    "![image.png](attachment:image.png)\n",
    "<br><font size=5>本视频和文档由“丁香智学（DataShine）”培训机构发布（武汉丁香智慧数据科技有限公司主办）。<br><br>\n",
    "引用请注明来源：丁香智学培训讲师-李进华博士。</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align='center'><font color='orange' size=5>----------------------------StatsModels多元线性回归模型的回归系数与统计量解读----------------------------</font></div><br>\n",
    "StatsModels多元线性回归模型示例，全面深入解读运行结果，包括所有统计量和参数。\n",
    "<br>代码Github地址：<a href='https://github.com/jinhualee/datashine'>https://github.com/jinhualee/datashine</a>"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多元线性回归模型:![image.png](attachment:image.png)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>            <td>y</td>        <th>  R-squared:         </th> <td>   0.951</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.949</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   617.1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Thu, 01 Oct 2020</td> <th>  Prob (F-statistic):</th> <td>1.38e-62</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>07:35:26</td>     <th>  Log-Likelihood:    </th> <td>  172.11</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   100</td>      <th>  AIC:               </th> <td>  -336.2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    96</td>      <th>  BIC:               </th> <td>  -325.8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     3</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "    <td></td>       <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th> <td>    0.0044</td> <td>    0.004</td> <td>    0.981</td> <td> 0.329</td> <td>   -0.004</td> <td>    0.013</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x1</th>    <td>    0.0778</td> <td>    0.013</td> <td>    6.197</td> <td> 0.000</td> <td>    0.053</td> <td>    0.103</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x2</th>    <td>    0.1968</td> <td>    0.008</td> <td>   25.128</td> <td> 0.000</td> <td>    0.181</td> <td>    0.212</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x3</th>    <td>    0.7067</td> <td>    0.021</td> <td>   33.885</td> <td> 0.000</td> <td>    0.665</td> <td>    0.748</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 1.353</td> <th>  Durbin-Watson:     </th> <td>   1.821</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.508</td> <th>  Jarque-Bera (JB):  </th> <td>   1.317</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.169</td> <th>  Prob(JB):          </th> <td>   0.518</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.551</td> <th>  Cond. No.          </th> <td>    4.77</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                      y   R-squared:                       0.951\n",
       "Model:                            OLS   Adj. R-squared:                  0.949\n",
       "Method:                 Least Squares   F-statistic:                     617.1\n",
       "Date:                Thu, 01 Oct 2020   Prob (F-statistic):           1.38e-62\n",
       "Time:                        07:35:26   Log-Likelihood:                 172.11\n",
       "No. Observations:                 100   AIC:                            -336.2\n",
       "Df Residuals:                      96   BIC:                            -325.8\n",
       "Df Model:                           3                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "const          0.0044      0.004      0.981      0.329      -0.004       0.013\n",
       "x1             0.0778      0.013      6.197      0.000       0.053       0.103\n",
       "x2             0.1968      0.008     25.128      0.000       0.181       0.212\n",
       "x3             0.7067      0.021     33.885      0.000       0.665       0.748\n",
       "==============================================================================\n",
       "Omnibus:                        1.353   Durbin-Watson:                   1.821\n",
       "Prob(Omnibus):                  0.508   Jarque-Bera (JB):                1.317\n",
       "Skew:                           0.169   Prob(JB):                        0.518\n",
       "Kurtosis:                       2.551   Cond. No.                         4.77\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.stats.api as sms\n",
    "import statsmodels.formula.api as smf\n",
    "import scipy\n",
    "np.random.seed(42)\n",
    "x1 = np.random.normal(0,0.4,100)\n",
    "x2 = np.random.normal(0,0.6,100)\n",
    "x3 = np.random.normal(0,0.2,100)\n",
    "eps = np.random.normal(0,0.05,100)\n",
    "X = np.c_[x1,x2,x3]\n",
    "beta = [0.1,0.2,0.7]\n",
    "y = np.dot(X,beta) + eps\n",
    "X_model = sm.add_constant(X)\n",
    "model = sm.OLS(y,X_model)\n",
    "results = model.fit()\n",
    "results.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align='center'><font color='orange' size=5>----------------------------手工编码复现参数估计和各统计量的计算过程----------------------------</font></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>1、最小二乘法实现参数估计——估计自变量X的系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "回归系数: [0.0044 0.0778 0.1968 0.7067]\n",
      "回归方程：Y_hat=0.0044+0.0778*X1+0.1968*X2+0.7067*X3\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "   回归系数的计算：X转置乘以X，对点积求逆后，再点乘X转置，最后点乘y   \n",
    "'''\n",
    "beta_hat = np.dot(np.dot(np.linalg.inv(np.dot(X_model.T,X_model)),X_model.T),y)#回归系数\n",
    "print('回归系数:',np.round(beta_hat,4))#四舍五入取小数点后4位\n",
    "print('回归方程：Y_hat=%0.4f+%0.4f*X1+%0.4f*X2+%0.4f*X3' % (beta_hat[0],beta_hat[1],beta_hat[2],beta_hat[3]))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "解析：\n",
    "普通最小二乘法公式推导请参考：https://blog.csdn.net/J_Boom/article/details/86763816\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>2、R方与调整后R方与下文中的各种统计量一起用来检验回归方程的显著性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R方: 0.951\n",
      "调整后R方: 0.949\n"
     ]
    }
   ],
   "source": [
    "y_hat = np.dot(X_model,beta_hat)#回归值（拟合值）的计算\n",
    "y_mean = np.mean(y)\n",
    "sst = sum((y-y_mean)**2)#总平方和：即y减去y均值后差的平方和\n",
    "ssr = sum((y_hat-y_mean)**2)#回归平方和:y回归值减去y均值后差的平方和\n",
    "#sse = sum((y-y_hat)**2)#残差平方和:y值减去y回归值之差的平方和\n",
    "sse = sum(results.resid**2)\n",
    "R_squared =1 - sse/sst#R方：1减去残差平方和除以总平方和的差\n",
    "print('R方:',round(R_squared,3))\n",
    "#调整后平方和：100表示样本数据总数(n)，3表示自变量个数(p)\n",
    "adjR_squared =1- (sse/(100-3-1))/(sst/(100-1))\n",
    "print('调整后R方:',round(adjR_squared,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9507045483062272"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssr/sst"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>3、F统计量以及F统计量的p值，对数似然，赤池信息准则(AIC)，贝叶斯信息准则(BIC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F统计量： 617.1\n",
      "F统计量的P值： 1.3817403300252077e-62\n",
      "对数似然： 172.11\n",
      "AIC： -336.2\n",
      "BIC： -325.8\n"
     ]
    }
   ],
   "source": [
    "F = (ssr/3)/(sse/(100-3-1));\n",
    "print('F统计量：',round(F,1))\n",
    "F_p = scipy.stats.f.sf(F,3,96)#使用F分布的残存函数计算P值\n",
    "print('F统计量的P值：', F_p)\n",
    "\n",
    "#对数似然值计算公式： L=-(n/2)*ln(2*pi)-(n/2)*ln(sse/n)-n/2\n",
    "res = results.resid#残差\n",
    "#res = y-y_hat\n",
    "sigma_res = np.std(res) #残差标准差\n",
    "var_res = np.var(res) #残差方差\n",
    "ll = -(100/2)*np.log(2*np.pi)-(100/2)*np.log(var_res)-100/2\n",
    "print('对数似然：', round(ll,2))\n",
    "\n",
    "#赤池信息准则:-2乘以对数似然比+2*（参数个数+1）。\n",
    "#−2ln(L)+2(p+1)（赤池弘次），其中p为参数个数，ln(L)即ll\n",
    "AIC  = -2*ll + 2*(3+1)\n",
    "print('AIC：',round(AIC,1))\n",
    "\n",
    "# 贝叶斯信息准则：−2ln(L)+ln(n)∗(p+1),其中ln(L)即llr\n",
    "BIC = -2*ll+np.log(100)*(3+1) \n",
    "print('BIC：',round(BIC,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "F显著性检验：![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>4、回归系数的标准差(std err),t值，p值以及置信区间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "常数项（截距）的标准差： 0.004\n",
      "beta1的标准差： 0.013\n",
      "beta2的标准差： 0.008\n",
      "beta3的标准差： 0.021\n"
     ]
    }
   ],
   "source": [
    "from  scipy.stats import t,f\n",
    "C = np.linalg.inv(np.dot(X_model.T,X_model))#X倒置点乘X，然后对点集求逆\n",
    "C_diag = np.diag(C)#取出C矩阵对角线的值\n",
    "sigma_unb= (sse/(100-3-1))**(1/2)#残差标准差的无偏估计：残差平方和/（样本数减参数个数减1）\n",
    "'''\n",
    "回归系数标准差std err的计算：\n",
    "计算方式：残差标准差（无偏估计）乘以（C矩阵对角线上对应值的平方根）\n",
    "'''\n",
    "stdderr_const = sigma_unb*(C_diag[0]**(1/2))#常数项（截距）的标准差，对应C_diag[0]\n",
    "print('常数项（截距）的标准差：',round(stdderr_const,3))\n",
    "stderr_x1 = sigma_unb*(C_diag[1]**(1/2))#第一个系数对应C_diag[1]\n",
    "print('beta1的标准差：',round(stderr_x1,3))\n",
    "stderr_x2 = sigma_unb*(C_diag[2]**(1/2))#第二个系数对应C_diag[2]\n",
    "print('beta2的标准差：',round(stderr_x2,3))\n",
    "stderr_x3 = sigma_unb*(C_diag[3]**(1/2))#第三个系数对应C_diag[3]\n",
    "print('beta3的标准差：',round(stderr_x3,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C矩阵：\n",
      " [[ 1.02027769e-02  3.59625516e-03 -1.56275451e-04 -3.95262483e-03]\n",
      " [ 3.59625516e-03  8.08446755e-02  6.65199279e-03 -2.52019119e-02]\n",
      " [-1.56275451e-04  6.65199279e-03  3.14396283e-02  9.12318440e-04]\n",
      " [-3.95262483e-03 -2.52019119e-02  9.12318440e-04  2.22937615e-01]]\n",
      "\n",
      "C矩阵的对角线元素： [0.01020278 0.08084468 0.03143963 0.22293762]\n"
     ]
    }
   ],
   "source": [
    "print('C矩阵：\\n', C)\n",
    "print('\\nC矩阵的对角线元素：',C_diag)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "回归系数标准差：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "残差的标准差：0.0432801785\n",
      "残差标准差的无偏估计：0.0441726472\n"
     ]
    }
   ],
   "source": [
    "#残差标准差，残差标准差的无偏估计\n",
    "print('残差的标准差：%0.10f\\n残差标准差的无偏估计：%0.10f'%(np.std(res),sigma_unb))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "截距项的t值： 0.981\n",
      "P>|t|: 0.329\n",
      "x1系数的t值： 6.197\n",
      "P>|t|: 0.0\n",
      "x2系数的t值： 25.128\n",
      "P>|t|: 0.0\n",
      "x3系数的t值： 33.885\n",
      "P>|t|: 0.0\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "回归方程的显著性检验\n",
    "(1) t检验：beta_hat[i](相应的回归系数)除以相应系数标准差\n",
    "(2) 使用scipy.stats.t.sf残存函数（Survival function），\n",
    "    等于：1-累积分布函数（1-cdf）；\n",
    "    由于是对t的绝对值进行检验，因此需要乘以2。即p<-t与p>t之和  \n",
    "'''\n",
    "t_const = beta_hat[0]/stdderr_const\n",
    "print('截距项的t值：',round(t_const,3))\n",
    "p_const = 2*t.sf(t_const,96)\n",
    "print(\"P>|t|:\",round(p_const,3))\n",
    "t_x1 = beta_hat[1]/stderr_x1\n",
    "print('x1系数的t值：',round(t_x1,3))\n",
    "p_t1 = 2*t.sf(t_x1,96)\n",
    "print(\"P>|t|:\",round(p_t1,3))\n",
    "t_x2 = beta_hat[2]/stderr_x2\n",
    "print('x2系数的t值：',round(t_x2,3))\n",
    "p_t2 = 2*t.sf(t_x2,96)\n",
    "print(\"P>|t|:\",round(p_t2,3))\n",
    "t_x3 = beta_hat[3]/stderr_x3\n",
    "print('x3系数的t值：',round(t_x3,3))\n",
    "p_t3 = 2*t.sf(t_x3,96)\n",
    "print(\"P>|t|:\",round(p_t3,3))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "回归系数显著性检验：![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "常数项的置信区间是: [-0.004,0.013]\n",
      "x1系数的置信区间是: [0.053,0.103]\n",
      "x2系数的置信区间是: [0.181,0.212]\n",
      "x3系数的置信区间是: [0.665,0.748]\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "回归系数置信区间计算公式：\n",
    "betahat_i - t.ppf(1-alpha/2,n-p-1)*sigma_unb*C_diag[0]**(1/2)\n",
    "                < =beta_i <=\n",
    "betahat_i + t.ppf(1-alpha/2,n-p-1)*sigma_unb*C_diag[0]**(1/2)\n",
    "t(1-alpha/2,n-p-1)是t值在0.025，自由度为n-p的分位数，由于下分位数是负值，\n",
    "所以这里使用0.975来计算分位数的。调用scipy.stats.t.ppf进行计算，\n",
    "实际就是cdf函数的逆函数，计算的是百分位数。\n",
    "sigma_unb*C_diag[0]**(1/2)就是前面计算系数标准差的公式，这里可以直接用\n",
    "系数标准差代替。\n",
    "特别要注意：要使用残差标准差的无偏估计，即sigma_unb。\n",
    "ppf是percent point function的简称，用来计算百分位数。\n",
    "根据置信区间的理论，t分布的概率密度函数关于y轴对称，其均值为0\n",
    "其显著性水平为alpha（置信度为1-alpha）的概率分布函数的分位数，一般通过1-alpha/2进行计算\n",
    "'''\n",
    "const_inter_left = beta_hat[0] - t.ppf(0.975,96)*sigma_unb*C_diag[0]**(1/2)\n",
    "const_inter_right = beta_hat[0] + t.ppf(0.975,96)*sigma_unb*C_diag[0]**(1/2)\n",
    "print('常数项的置信区间是: [%0.3f,%0.3f]'%(const_inter_left,const_inter_right))\n",
    "beta1_inter_left = beta_hat[1] - t.ppf(0.975,96)*sigma_unb*C_diag[1]**(1/2)\n",
    "beta1_inter_right = beta_hat[1] + t.ppf(0.975,96)*sigma_unb*C_diag[1]**(1/2)\n",
    "print('x1系数的置信区间是: [%0.3f,%0.3f]'%(beta1_inter_left,beta1_inter_right))\n",
    "beta2_inter_left = beta_hat[2] - t.ppf(0.975,96)*sigma_unb*C_diag[2]**(1/2)\n",
    "beta2_inter_right = beta_hat[2] + t.ppf(0.975,96)*sigma_unb*C_diag[2]**(1/2)\n",
    "print('x2系数的置信区间是: [%0.3f,%0.3f]'%(beta2_inter_left,beta2_inter_right))\n",
    "beta3_inter_left = beta_hat[3] - t.ppf(0.975,96)*sigma_unb*C_diag[3]**(1/2)\n",
    "beta3_inter_right = beta_hat[3] + t.ppf(0.975,96)*sigma_unb*C_diag[3]**(1/2)\n",
    "print('x3系数的置信区间是: [%0.3f,%0.3f]' % (beta3_inter_left,beta3_inter_right))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "回归系数置信区间：<br>![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x3系数的置信区间是: [0.665,0.748]\n"
     ]
    }
   ],
   "source": [
    "#比如对于系数，代入系数标准差进行计算，结果和上面一样。\n",
    "beta3_inter_left = beta_hat[3] - t.ppf(0.975,96)*stderr_x3\n",
    "beta3_inter_right = beta_hat[3] + t.ppf(0.975,96)*stderr_x3\n",
    "print('x3系数的置信区间是: [%0.3f,%0.3f]' % (beta3_inter_left,beta3_inter_right))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>5、Omnibus、 Prob(Omnibus), Jarque-Bera (JB),Prob(JB), Skew,  Kurtosis, Durbin-Watson,Cond. No.等值的计算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "残差峰度(Pearson定义)： 2.551\n",
      "残差偏度： 0.169\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "1、注意峰度的定义方式有两种：一是Fisher定义，正态分布值为0；另一个是Pearson定义，正态分布值为3。\n",
    "StatsModels使用的是Pearson定义。按照Fisher定义，逢峰度=0表示正好符合正正态分布，\n",
    "大于0表示峰比较尖，反之表示比较平。\n",
    "2、对于偏度，偏度值大于0则为正偏态或左偏态；小于零则表示负偏态或右偏态。\n",
    "'''\n",
    "#kurtosis = ((np.sum((res-res.mean())**4))/100)/((np.sum ((res-res.mean())**2)/100)**(1/2)-3 #Fisher定义峰度\n",
    "#Pearson定义峰度\n",
    "res_kurt = ((np.sum((res-res.mean())**4))/100)/((np.sum ((res-res.mean())**2)/100)**2)\n",
    "res_skew = np.sum((res-res.mean())**3)/((sigma_res**3)*100)\n",
    "#res_skew = \n",
    "'''\n",
    "#或者使用scipy的函数计算峰度和偏度\n",
    "from scipy.stats import kurtosis,skew\n",
    "res_kurt = kurtosis(res,fisher=False)\n",
    "res_skew = skew(res)\n",
    "\n",
    "#也可以用pandas计算偏度和峰度,三种计算方式都有一定误差\n",
    "import pandas  as pd\n",
    "resFrame = pd.Series(res)\n",
    "res_kurt = resFrame.kurt()\n",
    "res_skew = resFrame.skew()\n",
    "'''\n",
    "print('残差峰度(Pearson定义)：',round(res_kurt,3))\n",
    "print('残差偏度：',round(res_skew,3))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jarque-Bera (JB):  1.317\n",
      "Prob(JB):  0.518\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "#Jarque-Bera检验，使用scipy\n",
    "from  scipy.stats import jarque_bera\n",
    "jb_test = jarque_bera(res)\n",
    "'''\n",
    "'''#使用statsmodels.stats.api进行Jarque-Bera检验\n",
    "jb_test = sms.jarque_bera(res)#返回值是个命名元组，包含J_B值及其P值\n",
    "'''\n",
    "#全手动计算J_B值及其P值\n",
    "from scipy.stats import chi2\n",
    "jb_value = 100 / 6 * (res_skew**2 + (res_kurt - 3)**2 / 4)\n",
    "jb_p = chi2.sf(jb_value, 2)\n",
    "print('Jarque-Bera (JB): ',round(jb_value,3))\n",
    "print('Prob(JB): ',round(jb_p,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Omnibus： 1.353\n",
      "Prob(Omnibus):  0.508\n",
      "------------------手动计算Omnibus检验----------------------\n",
      "Omnibus:  1.353\n",
      "Prob(Omnibus): 0.508\n"
     ]
    }
   ],
   "source": [
    "#omnibus检验，使用statsmodels\n",
    "omnibus_test = sms.omni_normtest(res) #omnibus检验\n",
    "print('Omnibus：',round(omnibus_test.statistic,3))\n",
    "print('Prob(Omnibus): ',round(omnibus_test.pvalue,3))\n",
    "\n",
    "'''\n",
    "Omnibus检验的具体步骤：\n",
    "（1）计算残差的偏度检验值和峰度检验值。\n",
    "（2）求出二者平方和。\n",
    "（3）以平方和和自由度2为参数调用卡方分布的残存函数。\n",
    "（4）平方和是Omnibus统计量的值，残存函数返回值是Omnibus统计量的P值。\n",
    "从此示例可以看出scipy科学与统计计算功能之强大！\n",
    "'''\n",
    "from  scipy.stats import normaltest,skewtest,kurtosistest,skew,kurtosis,chi2\n",
    "#normaltest(res)#此函数直接进行Omnibus检验\n",
    "s, _ = skewtest(res)#注意：偏度检验和偏度并不是一回事\n",
    "k, _ = kurtosistest(res)#峰度检验和峰度也不是一回事\n",
    "k2 = s*s + k*k\n",
    "print('------------------手动计算Omnibus检验----------------------')\n",
    "print('Omnibus: ', np.round(k2,3))#\n",
    "print('Prob(Omnibus):', np.round(chi2.sf(k2,2),3))#通过卡方分布的残存函数计算Omnibus的P值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Durbin-Watson:  1.821\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "Durbin-Watson检验：越接近2，表示残差越接近正态分布\n",
    "#直接调用sms.durbin_watson()函数\n",
    "dw = sms.durbin_watson(res)\n",
    "'''\n",
    "#原始计算公式：残差的差值平方和除以残差平方和\n",
    "diff_resids = np.diff(res)\n",
    "dw = np.sum(diff_resids**2) / np.sum(res**2)\n",
    "print('Durbin-Watson: ',round(dw,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "通过特征值计算Cond. No.:  4.774\n",
      "通过矩阵计算Cond. No.:  4.774\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "条件数（Cond. No.）的计算步骤如下：\n",
    "（1）获取增加常量1向量后的自变量矩阵，X_model\n",
    "（2）计算X_model转置与其本身的点积H\n",
    "（3）计算点积的特征值\n",
    "（4）最大特征值/最小特征值，然后将结果开平方\n",
    "条件数是衡量矩阵病态的一个指标，理论上该值越小越好。\n",
    "'''\n",
    "#C= np.dot(X_model.T,X_model)\n",
    "eigs = np.linalg.eigh(C)[0]\n",
    "cond = np.sqrt(eigs[-1]/eigs[0])\n",
    "print('通过特征值计算Cond. No.: ',round(cond,3))\n",
    "\n",
    "'''\n",
    "条件数的另一种计算法：sqrt(||C||*||inv(C)||)，\n",
    "即用矩阵C的范数乘以C逆的范数，然后再开平方。\n",
    "'''\n",
    "cond = np.sqrt(np.linalg.norm(C,ord=2)*np.linalg.norm(np.linalg.inv(C),ord=2))#注意设置ord=2\n",
    "print('通过矩阵计算Cond. No.: ',round(cond,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x0的VIF：1.0534\n",
      "x1的VIF：1.0196\n",
      "x2的VIF：1.0345\n",
      "手动计算自变量VIF（x1）： 1.019570421001318\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "多元回归分析的方差膨胀系数（VIF）的计算，这里直接调用StatsModels的函数。\n",
    "某些教科书认为VIF>10即判定自变量存在多重共线性；StatsModels将\n",
    "阈值设为5。\n",
    "'''\n",
    "\n",
    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
    "for i in range(X.shape[1]):\n",
    "    print('x%d的VIF：%0.4f'%(i,variance_inflation_factor(X,i)))\n",
    "    \n",
    "\n",
    "#计算第i个自变量的VIF，比如i=1\n",
    "k_vars = X.shape[1]#提取列数，即自变量个数\n",
    "x_1 = X[:, 1]\n",
    "mask = np.arange(k_vars) != 1\n",
    "x_not1 = X[:, mask]\n",
    "#以第i个自变量作为因变量，其他自变量作为自变量调用OLS，然后提取Rsquared_i\n",
    "r_squared_1 = sm.OLS(x_1, x_not1).fit().rsquared\n",
    "vif_i1= 1. / (1. - r_squared_1)\n",
    "print('手动计算自变量VIF（x1）：',vif_i1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align='center'><font color='orange' size=5>-------------附录------------</font></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.979701783145618"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "说明：查阅有关通过范数计算条件数的资料，都是用矩阵的范数乘以该矩阵逆的范数，都无开平方这个计算步骤。\n",
    "statsmodels的开平方这个计算步骤不知是何用意？暂时还没弄明白。\n",
    "示例：https://blog.csdn.net/qq_18343569/article/details/50404989\n",
    "'''\n",
    "m=np.array([[3,5,0],[2,10,4],[3,4,5]])\n",
    "#m = np.asmatrix(a)\n",
    "np.linalg.norm(m,ord=2)*np.linalg.norm(np.linalg.inv(m),ord=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "矩阵m的2-范数（通过公式计算）： 13.631300150113189\n",
      "矩阵m的2-范数（调用numpy函数）： 13.63130015011319\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "泛函分析中的范数计算.\n",
    "谱范数的2-范数（注意与l2范数区别）：等于矩阵的共轭转置和自身的点积生成矩阵的特征值中的最大值开平方。\n",
    "很显然：np.linalg.norm(matrix,ord=2)等中的ord=2表示计算矩阵的2-范数。\n",
    "'''\n",
    "eigs_norm = np.sqrt(np.linalg.eigh(np.dot(m.T,m))[0])\n",
    "print('矩阵m的2-范数（通过公式计算）：',eigs_norm.max())\n",
    "norm_2 = np.linalg.norm(m,ord=2)\n",
    "print('矩阵m的2-范数（调用numpy函数）：',norm_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "手工计算l2norm： 14.2828568570857\n",
      "通过norm函数计算l2norm： 14.2828568570857\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "l2范数计算与谱范数的2-范数计算有区别：前者表示矩阵元素平方和，然后再开放，如下例所示：\n",
    "'''\n",
    "l2norm_byhand = np.sqrt(np.sum(m**2))\n",
    "print('手工计算l2norm：',l2norm_byhand)\n",
    "l2norm_bynormfunc = np.linalg.norm(m)#如果ord为空，缺省即l2范数\n",
    "print('通过norm函数计算l2norm：',l2norm_bynormfunc)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  9,  25,   0],\n",
       "       [  4, 100,  16],\n",
       "       [  9,  16,  25]])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#多维数组，*乘法是逐个元素相乘\n",
    "m*m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 19,  65,  20],\n",
       "       [ 38, 126,  60],\n",
       "       [ 32,  75,  41]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m@m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[ 19,  65,  20],\n",
       "        [ 38, 126,  60],\n",
       "        [ 32,  75,  41]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m1 = np.asmatrix(m)\n",
    "#如果将多维数组转换成矩阵，*乘法就是矩阵乘法——点积\n",
    "m1*m1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[ 19,  65,  20],\n",
       "        [ 38, 126,  60],\n",
       "        [ 32,  75,  41]])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@也是矩阵乘法，对于多维数组和矩阵是一样的。\n",
    "m1@m1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "多维数组的转置： [[ 3  2  3]\n",
      " [ 5 10  4]\n",
      " [ 0  4  5]]\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'numpy.ndarray' object has no attribute 'H'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-26-2902578002a4>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m#多维数组支持转置但是不支持共轭转置。对于实数矩阵，转置和共轭转置的结果相同\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'多维数组的转置：'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mH\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'H'"
     ]
    }
   ],
   "source": [
    "#多维数组支持转置但是不支持共轭转置。对于实数矩阵，转置和共轭转置的结果相同\n",
    "print('多维数组的转置：', m.T)\n",
    "m.H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[ 3,  2,  3],\n",
       "        [ 5, 10,  4],\n",
       "        [ 0,  4,  5]])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#矩阵支持共轭转置\n",
    "m1.H"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注：本代码由“丁香智学”培训机构制作，丁香智学致力于数据分析与深度学习各级人才的培训！<br>\n",
    "![image.png](attachment:image.png)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
